# WHY_SO_CODE

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Prateek Parag](https://cerebralvalley.ai/u/Prateek67)
- **GitHub:** https://github.com/Prateek10465/NightShift
- **Demo video:** https://youtu.be/beM3DXeQrCA
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3007

Nightshift is a private, local-first AI study buddy that learns from a student’s uploaded notes. It uses Ollama and Llama 3.2 to understand the material, generate grounded answers and multi-level questions, and create personalized quizzes and study paths. It verifies source quotes, refuses unsupported questions, and uses spaced repetition, XP, and progress tracking to adapt practice. Notes, learning data, and progress remain on the user’s device.

## More from Meta Global AI Developer Hackathon

- [Two Eyes](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3004)
- [Recognized](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3005)
- [DevRescue](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3006)
- [Wasanni](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3008)
- [Bima Worker](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3009)
- [Jihoon Kim](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3010)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3007. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt